Skip to main content
Top
Published in: BMC Cancer 1/2015

Open Access 01-12-2015 | Research article

Transcriptional changes associated with resistance to inhibitors of epidermal growth factor receptor revealed using metaanalysis

Published in: BMC Cancer | Issue 1/2015

Login to get access

Abstract

Background

EGFR is important in maintaining metabolic homeostasis in healthy cells, but in tumors it activates downstream signaling pathways, causing proliferation, angiogenesis, invasion and metastasis. Consequently, EGFR is targeted in cancers using reversible, irreversible or antibody inhibitors. Unfortunately, tumors develop inhibitor resistance by mutations or overexpressing EGFR, or its ligand, or activating secondary, EGFR-independent pathways.

Methods

Here we present a global metaanalysis comparing transcriptional profiles from matched pairs of EGFR inhibitor-sensitive vs. -resistant cell lines, using 15 datasets comprising 274 microarrays. We also analyzed separately pairs of cell lines derived using reversible, irreversible or antibody inhibitors.

Results

The metaanalysis identifies commonalities in cell lines resistant to EGFR inhibitors: in sensitive cell lines, the ontological categories involving the ErbB receptors pathways, cell adhesion and lipid metabolism are overexpressed; however, resistance to EGFR inhibitors is associated with overexpression of genes for ErbB receptors-independent oncogenic pathways, regulation of cell motility, energy metabolism, immunity especially inflammatory cytokines biosynthesis, cell cycle and responses to exogenous and endogenous stimuli. Specifically in Gefitinib-resistant cell lines, the immunity-associated genes are overexpressed, whereas in Erlotinib-resistant ones so are the mitochondrial genes and processes. Unexpectedly, lines selected using EGFR-targeting antibodies overexpress different gene ontologies from ones selected using kinase inhibitors. Specifically, they have reduced expression of genes for proliferation, chemotaxis, immunity and angiogenesis.

Conclusions

This metaanalysis suggests that ‘combination therapies’ can improve cancer treatment outcomes. Potentially, use of mitochondrial blockers with Erlotinib, immunity blockers with Gefitinib, tyrosine kinase inhibitors with antibody inhibitors, may have better chance of avoiding development of resistance.
Appendix
Available only for authorised users
Literature
1.
go back to reference Vogelstein B, Kinzler KW. Cancer genes and the pathways they control. Nat Med. 2004;10(8):789–99.CrossRefPubMed Vogelstein B, Kinzler KW. Cancer genes and the pathways they control. Nat Med. 2004;10(8):789–99.CrossRefPubMed
2.
3.
4.
go back to reference Hynes NE, Lane HA. ERBB receptors and cancer: the complexity of targeted inhibitors. Nat Rev Cancer. 2005;5(5):341–54.CrossRefPubMed Hynes NE, Lane HA. ERBB receptors and cancer: the complexity of targeted inhibitors. Nat Rev Cancer. 2005;5(5):341–54.CrossRefPubMed
5.
go back to reference Schlessinger J. Common and distinct elements in cellular signaling via EGF and FGF receptors. Science. 2004;306(5701):1506–7.CrossRefPubMed Schlessinger J. Common and distinct elements in cellular signaling via EGF and FGF receptors. Science. 2004;306(5701):1506–7.CrossRefPubMed
6.
go back to reference Blumenberg M. Profiling and metaanalysis of epidermal keratinocytes responses to epidermal growth factor. BMC Genomics. 2013;14:85. (doi):10.1186/1471-2164-1114-1185.CrossRefPubMedPubMedCentral Blumenberg M. Profiling and metaanalysis of epidermal keratinocytes responses to epidermal growth factor. BMC Genomics. 2013;14:85. (doi):10.1186/1471-2164-1114-1185.CrossRefPubMedPubMedCentral
7.
go back to reference Wheeler DL, Dunn EF, Harari PM. Understanding resistance to EGFR inhibitors-impact on future treatment strategies. Nat Rev Clin Oncol. 2010;7(9):493–507. doi: 410.1038/nrclinonc.2010.1097. Epub 2010 Jun 1015.CrossRefPubMedPubMedCentral Wheeler DL, Dunn EF, Harari PM. Understanding resistance to EGFR inhibitors-impact on future treatment strategies. Nat Rev Clin Oncol. 2010;7(9):493–507. doi: 410.1038/nrclinonc.2010.1097. Epub 2010 Jun 1015.CrossRefPubMedPubMedCentral
8.
go back to reference Li SN, Li HQ. Epidermal growth factor receptor inhibitors: a patent review (2010 - present). Expert Opin Ther Pat. 2014;24(3):309–21. doi:310.1517/13543776.13542014.13871527. Epub 13542014 Jan 13543773.CrossRefPubMed Li SN, Li HQ. Epidermal growth factor receptor inhibitors: a patent review (2010 - present). Expert Opin Ther Pat. 2014;24(3):309–21. doi:310.1517/13543776.13542014.13871527. Epub 13542014 Jan 13543773.CrossRefPubMed
9.
10.
go back to reference Nakata A, Gotoh N. Recent understanding of the molecular mechanisms for the efficacy and resistance of EGF receptor-specific tyrosine kinase inhibitors in non-small cell lung cancer. Expert Opin Ther Targets. 2012;16(8):771–81. doi:710.1517/14728222.14722012.14697155. Epub 14722012 Jul 14728225.CrossRefPubMed Nakata A, Gotoh N. Recent understanding of the molecular mechanisms for the efficacy and resistance of EGF receptor-specific tyrosine kinase inhibitors in non-small cell lung cancer. Expert Opin Ther Targets. 2012;16(8):771–81. doi:710.1517/14728222.14722012.14697155. Epub 14722012 Jul 14728225.CrossRefPubMed
11.
go back to reference Hatakeyama H, Cheng H, Wirth P, Counsell A, Marcrom SR, Wood CB, et al. Regulation of heparin-binding EGF-like growth factor by miR-212 and acquired cetuximab-resistance in head and neck squamous cell carcinoma. PLoS One. 2010;5(9):e12702. doi:12710.11371/journal.pone.0012702.CrossRefPubMedPubMedCentral Hatakeyama H, Cheng H, Wirth P, Counsell A, Marcrom SR, Wood CB, et al. Regulation of heparin-binding EGF-like growth factor by miR-212 and acquired cetuximab-resistance in head and neck squamous cell carcinoma. PLoS One. 2010;5(9):e12702. doi:12710.11371/journal.pone.0012702.CrossRefPubMedPubMedCentral
12.
go back to reference Cortot AB, Repellin CE, Shimamura T, Capelletti M, Zejnullahu K, Ercan D, et al. Resistance to irreversible EGF receptor tyrosine kinase inhibitors through a multistep mechanism involving the IGF1R pathway. Cancer Res. 2013;73(2):834–43. doi:810.1158/0008-5472.CAN-1112-2066. Epub 2012 Nov 1119.CrossRefPubMed Cortot AB, Repellin CE, Shimamura T, Capelletti M, Zejnullahu K, Ercan D, et al. Resistance to irreversible EGF receptor tyrosine kinase inhibitors through a multistep mechanism involving the IGF1R pathway. Cancer Res. 2013;73(2):834–43. doi:810.1158/0008-5472.CAN-1112-2066. Epub 2012 Nov 1119.CrossRefPubMed
13.
go back to reference Zhang Z, Lee JC, Lin L, Olivas V, Au V, LaFramboise T, et al. Activation of the AXL kinase causes resistance to EGFR-targeted therapy in lung cancer. Nat Genet. 2012;44(8):852–60. doi:810.1038/ng.2330.CrossRefPubMedPubMedCentral Zhang Z, Lee JC, Lin L, Olivas V, Au V, LaFramboise T, et al. Activation of the AXL kinase causes resistance to EGFR-targeted therapy in lung cancer. Nat Genet. 2012;44(8):852–60. doi:810.1038/ng.2330.CrossRefPubMedPubMedCentral
14.
go back to reference Giles KM, Kalinowski FC, Candy PA, Epis MR, Zhang PM, Redfern AD, et al. Axl mediates acquired resistance of head and neck cancer cells to the epidermal growth factor receptor inhibitor erlotinib. Mol Cancer Ther. 2013;12(11):2541–58. doi:2510.1158/1535-7163.MCT-2513-0170. Epub 2013 Sep 2511.CrossRefPubMed Giles KM, Kalinowski FC, Candy PA, Epis MR, Zhang PM, Redfern AD, et al. Axl mediates acquired resistance of head and neck cancer cells to the epidermal growth factor receptor inhibitor erlotinib. Mol Cancer Ther. 2013;12(11):2541–58. doi:2510.1158/1535-7163.MCT-2513-0170. Epub 2013 Sep 2511.CrossRefPubMed
15.
go back to reference Chong CR, Janne PA. The quest to overcome resistance to EGFR-targeted therapies in cancer. Nat Med. 2013;19(11):1389–400. doi:1310.1038/nm.3388. Epub 2013 Nov 1387.CrossRefPubMedPubMedCentral Chong CR, Janne PA. The quest to overcome resistance to EGFR-targeted therapies in cancer. Nat Med. 2013;19(11):1389–400. doi:1310.1038/nm.3388. Epub 2013 Nov 1387.CrossRefPubMedPubMedCentral
16.
go back to reference Gautier L, Cope L, Bolstad BM. Irizarry RA: affy–analysis of Affymetrix GeneChip data at the probe level. Bioinformatics. 2004;20(3):307–15.CrossRefPubMed Gautier L, Cope L, Bolstad BM. Irizarry RA: affy–analysis of Affymetrix GeneChip data at the probe level. Bioinformatics. 2004;20(3):307–15.CrossRefPubMed
17.
go back to reference Mimoso C, Lee DD, Zavadil J, Tomic-Canic M, Blumenberg M. Analysis and meta-analysis of transcriptional profiling in human epidermis. Methods Mol Biol. 2014;1195:61–97. (doi):10.1007/7651_2013_1060.CrossRefPubMed Mimoso C, Lee DD, Zavadil J, Tomic-Canic M, Blumenberg M. Analysis and meta-analysis of transcriptional profiling in human epidermis. Methods Mol Biol. 2014;1195:61–97. (doi):10.1007/7651_2013_1060.CrossRefPubMed
18.
go back to reference Hong F, Breitling R, McEntee CW, Wittner BS, Nemhauser JL, Chory J, et al. RankProd: a bioconductor package for detecting differentially expressed genes in meta-analysis. Bioinformatics. 2006;22(22):2825–7. Epub 2006 Sep 2818.CrossRefPubMed Hong F, Breitling R, McEntee CW, Wittner BS, Nemhauser JL, Chory J, et al. RankProd: a bioconductor package for detecting differentially expressed genes in meta-analysis. Bioinformatics. 2006;22(22):2825–7. Epub 2006 Sep 2818.CrossRefPubMed
19.
go back to reference Dennis Jr G, Sherman BT, Hosack DA, Yang J, Gao W, Lane HC, et al. DAVID: Database for Annotation, Visualization, and Integrated Discovery. Genome Biol. 2003;4(5):P3. Epub 2003 Apr 2003.CrossRefPubMed Dennis Jr G, Sherman BT, Hosack DA, Yang J, Gao W, Lane HC, et al. DAVID: Database for Annotation, Visualization, and Integrated Discovery. Genome Biol. 2003;4(5):P3. Epub 2003 Apr 2003.CrossRefPubMed
20.
go back to reference Ohashi K, Sequist LV, Arcila ME, Moran T, Chmielecki J, Lin YL, et al. Lung cancers with acquired resistance to EGFR inhibitors occasionally harbor BRAF gene mutations but lack mutations in KRAS, NRAS, or MEK1. Proc Natl Acad Sci U S A. 2012;109(31):E2127–33.CrossRefPubMedPubMedCentral Ohashi K, Sequist LV, Arcila ME, Moran T, Chmielecki J, Lin YL, et al. Lung cancers with acquired resistance to EGFR inhibitors occasionally harbor BRAF gene mutations but lack mutations in KRAS, NRAS, or MEK1. Proc Natl Acad Sci U S A. 2012;109(31):E2127–33.CrossRefPubMedPubMedCentral
21.
go back to reference Fulda S, Gorman AM, Hori O, Samali A. Cellular stress responses: cell survival and cell death. Int J Cell Biol. 2010;2010:214074.PubMedPubMedCentral Fulda S, Gorman AM, Hori O, Samali A. Cellular stress responses: cell survival and cell death. Int J Cell Biol. 2010;2010:214074.PubMedPubMedCentral
22.
go back to reference Ulrich CM, Bigler J, Potter JD. Non-steroidal anti-inflammatory drugs for cancer prevention: promise, perils and pharmacogenetics. Nat Rev Cancer. 2006;6(2):130–40.CrossRefPubMed Ulrich CM, Bigler J, Potter JD. Non-steroidal anti-inflammatory drugs for cancer prevention: promise, perils and pharmacogenetics. Nat Rev Cancer. 2006;6(2):130–40.CrossRefPubMed
23.
go back to reference Yap TA, Sandhu SK, Carden CP, de Bono JS. Poly (ADP-ribose) polymerase (PARP) inhibitors: Exploiting a synthetic lethal strategy in the clinic. CA Cancer J Clin. 2011;61(1):31–49.CrossRefPubMed Yap TA, Sandhu SK, Carden CP, de Bono JS. Poly (ADP-ribose) polymerase (PARP) inhibitors: Exploiting a synthetic lethal strategy in the clinic. CA Cancer J Clin. 2011;61(1):31–49.CrossRefPubMed
24.
go back to reference Mimeault M, Batra SK. Functions of tumorigenic and migrating cancer progenitor cells in cancer progression and metastasis and their therapeutic implications. Cancer Metastasis Rev. 2007;26(1):203–14.CrossRefPubMed Mimeault M, Batra SK. Functions of tumorigenic and migrating cancer progenitor cells in cancer progression and metastasis and their therapeutic implications. Cancer Metastasis Rev. 2007;26(1):203–14.CrossRefPubMed
25.
26.
go back to reference Brown JM, Wilson WR. Exploiting tumour hypoxia in cancer treatment. Nat Rev Cancer. 2004;4(6):437–47.CrossRefPubMed Brown JM, Wilson WR. Exploiting tumour hypoxia in cancer treatment. Nat Rev Cancer. 2004;4(6):437–47.CrossRefPubMed
27.
go back to reference Boeckx C, Op de Beeck K, Wouters A, Deschoolmeester V, Limame R, Zwaenepoel K, et al. Overcoming cetuximab resistance in HNSCC: The role of AURKB and DUSP proteins. Cancer Lett. 2014;354(2):365–77.CrossRefPubMed Boeckx C, Op de Beeck K, Wouters A, Deschoolmeester V, Limame R, Zwaenepoel K, et al. Overcoming cetuximab resistance in HNSCC: The role of AURKB and DUSP proteins. Cancer Lett. 2014;354(2):365–77.CrossRefPubMed
29.
go back to reference Christofk HR, Vander Heiden MG, Harris MH, Ramanathan A, Gerszten RE, Wei R, et al. The M2 splice isoform of pyruvate kinase is important for cancer metabolism and tumour growth. Nature. 2008;452(7184):230–3.CrossRefPubMed Christofk HR, Vander Heiden MG, Harris MH, Ramanathan A, Gerszten RE, Wei R, et al. The M2 splice isoform of pyruvate kinase is important for cancer metabolism and tumour growth. Nature. 2008;452(7184):230–3.CrossRefPubMed
31.
go back to reference Diaz Jr LA, Williams RT, Wu J, Kinde I, Hecht JR, Berlin J, et al. The molecular evolution of acquired resistance to targeted EGFR blockade in colorectal cancers. Nature. 2012;486(7404):537–40.PubMedPubMedCentral Diaz Jr LA, Williams RT, Wu J, Kinde I, Hecht JR, Berlin J, et al. The molecular evolution of acquired resistance to targeted EGFR blockade in colorectal cancers. Nature. 2012;486(7404):537–40.PubMedPubMedCentral
32.
go back to reference Misale S, Yaeger R, Hobor S, Scala E, Janakiraman M, Liska D, et al. Emergence of KRAS mutations and acquired resistance to anti-EGFR therapy in colorectal cancer. Nature. 2012;486(7404):532–6.PubMedPubMedCentral Misale S, Yaeger R, Hobor S, Scala E, Janakiraman M, Liska D, et al. Emergence of KRAS mutations and acquired resistance to anti-EGFR therapy in colorectal cancer. Nature. 2012;486(7404):532–6.PubMedPubMedCentral
33.
go back to reference Sartore-Bianchi A, Martini M, Molinari F, Veronese S, Nichelatti M, Artale S, et al. PIK3CA mutations in colorectal cancer are associated with clinical resistance to EGFR-targeted monoclonal antibodies. Cancer Res. 2009;69(5):1851–7.CrossRefPubMed Sartore-Bianchi A, Martini M, Molinari F, Veronese S, Nichelatti M, Artale S, et al. PIK3CA mutations in colorectal cancer are associated with clinical resistance to EGFR-targeted monoclonal antibodies. Cancer Res. 2009;69(5):1851–7.CrossRefPubMed
34.
go back to reference Lievre A, Bachet JB, Le Corre D, Boige V, Landi B, Emile JF, et al. KRAS mutation status is predictive of response to cetuximab therapy in colorectal cancer. Cancer Res. 2006;66(8):3992–5.CrossRefPubMed Lievre A, Bachet JB, Le Corre D, Boige V, Landi B, Emile JF, et al. KRAS mutation status is predictive of response to cetuximab therapy in colorectal cancer. Cancer Res. 2006;66(8):3992–5.CrossRefPubMed
35.
go back to reference Rajput A, Koterba AP, Kreisberg JI, Foster JM, Willson JK, Brattain MG. A novel mechanism of resistance to epidermal growth factor receptor antagonism in vivo. Cancer Res. 2007;67(2):665–73.CrossRefPubMed Rajput A, Koterba AP, Kreisberg JI, Foster JM, Willson JK, Brattain MG. A novel mechanism of resistance to epidermal growth factor receptor antagonism in vivo. Cancer Res. 2007;67(2):665–73.CrossRefPubMed
36.
Metadata
Title
Transcriptional changes associated with resistance to inhibitors of epidermal growth factor receptor revealed using metaanalysis
Publication date
01-12-2015
Published in
BMC Cancer / Issue 1/2015
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-015-1337-3

Other articles of this Issue 1/2015

BMC Cancer 1/2015 Go to the issue
Webinar | 19-02-2024 | 17:30 (CET)

Keynote webinar | Spotlight on antibody–drug conjugates in cancer

Antibody–drug conjugates (ADCs) are novel agents that have shown promise across multiple tumor types. Explore the current landscape of ADCs in breast and lung cancer with our experts, and gain insights into the mechanism of action, key clinical trials data, existing challenges, and future directions.

Dr. Véronique Diéras
Prof. Fabrice Barlesi
Developed by: Springer Medicine